test_base_loader.py

from functools import partial
import unittest

from itemloaders import ItemLoader
from itemloaders.processors import Compose, Identity, Join, MapCompose, TakeFirst


class CustomItemLoader(ItemLoader):
    name_in = MapCompose(lambda v: v.title())


class DefaultedItemLoader(ItemLoader):
    default_input_processor = MapCompose(lambda v: v[:-1])


# test processors
def processor_with_args(value, other=None, loader_context=None):
    if 'key' in loader_context:
        return loader_context['key']
    return value


class BasicItemLoaderTest(unittest.TestCase):

    def test_load_item_using_default_loader(self):
        i = dict(summary='lala')
        il = ItemLoader(item=i)
        il.add_value('name', 'marta')
        item = il.load_item()
        assert item is i
        assert item['summary'] == ['lala']
        assert item['name'] == ['marta']

    def test_load_item_using_custom_loader(self):
        il = CustomItemLoader()
        il.add_value('name', 'marta')
        item = il.load_item()
        assert item['name'] == ['Marta']

    def test_load_item_ignore_none_field_values(self):
        def validate_sku(value):
            # Let's assume a SKU is only digits.
            if value.isdigit():
                return value

        class MyLoader(ItemLoader):
            name_out = Compose(lambda vs: vs[0])  # take first which allows empty values
            price_out = Compose(TakeFirst(), float)
            sku_out = Compose(TakeFirst(), validate_sku)

        valid_fragment = 'SKU: 1234'
        invalid_fragment = 'SKU: not available'
        sku_re = 'SKU: (.+)'

        il = MyLoader(item={})
        # Should not return "sku: None".
        il.add_value('sku', [invalid_fragment], re=sku_re)
        # Should not ignore empty values.
        il.add_value('name', '')
        il.add_value('price', ['0'])
        assert il.load_item() == {'name': '', 'price': 0.0}

        il.replace_value('sku', [valid_fragment], re=sku_re)
        self.assertEqual(il.load_item()['sku'], '1234')

    def test_self_referencing_loader(self):
        class MyLoader(ItemLoader):
            url_out = TakeFirst()

            def img_url_out(self, values):
                return self.get_output_value('url', '') + values[0]

        il = MyLoader(item={})
        il.add_value('url', 'http://example.com/')
        il.add_value('img_url', '1234.png')
        assert il.load_item() == {
            'url': 'http://example.com/',
            'img_url': 'http://example.com/1234.png',
        }

        il = MyLoader(item={})
        il.add_value('img_url', '1234.png')
        assert il.load_item() == {'img_url': '1234.png'}

    def test_add_value(self):
        il = CustomItemLoader()
        il.add_value('name', 'marta')
        assert il.get_collected_values('name') == ['Marta']
        assert il.get_output_value('name') == ['Marta']

        il.add_value('name', 'pepe')
        assert il.get_collected_values('name') == ['Marta', 'Pepe']
        assert il.get_output_value('name') == ['Marta', 'Pepe']

        # test add object value
        il.add_value('summary', {'key': 1})
        assert il.get_collected_values('summary') == [{'key': 1}]

        il.add_value(None, 'Jim', lambda x: {'name': x})
        assert il.get_collected_values('name') == ['Marta', 'Pepe', 'Jim']

    def test_add_zero(self):
        il = ItemLoader()
        il.add_value('name', 0)
        assert il.get_collected_values('name') == [0]

    def test_replace_value(self):
        il = CustomItemLoader()
        il.replace_value('name', 'marta')
        self.assertEqual(il.get_collected_values('name'), ['Marta'])
        self.assertEqual(il.get_output_value('name'), ['Marta'])
        il.replace_value('name', 'pepe')
        self.assertEqual(il.get_collected_values('name'), ['Pepe'])
        self.assertEqual(il.get_output_value('name'), ['Pepe'])

        il.replace_value(None, 'Jim', lambda x: {'name': x})
        self.assertEqual(il.get_collected_values('name'), ['Jim'])

    def test_get_value(self):
        il = ItemLoader()
        self.assertEqual('FOO', il.get_value(['foo', 'bar'], TakeFirst(), str.upper))
        self.assertEqual(['foo', 'bar'], il.get_value(['name:foo', 'name:bar'], re='name:(.*)$'))
        self.assertEqual('foo', il.get_value(['name:foo', 'name:bar'], TakeFirst(), re='name:(.*)$'))

        il.add_value('name', ['name:foo', 'name:bar'], TakeFirst(), re='name:(.*)$')
        self.assertEqual(['foo'], il.get_collected_values('name'))
        il.replace_value('name', 'name:bar', re='name:(.*)$')
        self.assertEqual(['bar'], il.get_collected_values('name'))

    def test_iter_on_input_processor_input(self):
        class NameFirstItemLoader(ItemLoader):
            name_in = TakeFirst()

        il = NameFirstItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_collected_values('name'), ['marta'])
        il = NameFirstItemLoader()
        il.add_value('name', ['marta', 'jose'])
        self.assertEqual(il.get_collected_values('name'), ['marta'])

        il = NameFirstItemLoader()
        il.replace_value('name', 'marta')
        self.assertEqual(il.get_collected_values('name'), ['marta'])
        il = NameFirstItemLoader()
        il.replace_value('name', ['marta', 'jose'])
        self.assertEqual(il.get_collected_values('name'), ['marta'])

        il = NameFirstItemLoader()
        il.add_value('name', 'marta')
        il.add_value('name', ['jose', 'pedro'])
        self.assertEqual(il.get_collected_values('name'), ['marta', 'jose'])

    def test_map_compose_filter(self):
        def filter_world(x):
            return None if x == 'world' else x

        proc = MapCompose(filter_world, str.upper)
        self.assertEqual(proc(['hello', 'world', 'this', 'is', 'scrapy']),
                         ['HELLO', 'THIS', 'IS', 'SCRAPY'])

    def test_map_compose_filter_multil(self):
        class CustomItemLoader(ItemLoader):
            name_in = MapCompose(lambda v: v.title(), lambda v: v[:-1])

        il = CustomItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['Mart'])
        item = il.load_item()
        self.assertEqual(item['name'], ['Mart'])

    def test_default_input_processor(self):
        il = DefaultedItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['mart'])

    def test_inherited_default_input_processor(self):
        class InheritDefaultedItemLoader(DefaultedItemLoader):
            pass

        il = InheritDefaultedItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['mart'])

    def test_input_processor_inheritance(self):
        class ChildItemLoader(CustomItemLoader):
            url_in = MapCompose(lambda v: v.lower())

        il = ChildItemLoader()
        il.add_value('url', 'HTTP://scrapy.ORG')
        self.assertEqual(il.get_output_value('url'), ['http://scrapy.org'])
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['Marta'])

        class ChildChildItemLoader(ChildItemLoader):
            url_in = MapCompose(lambda v: v.upper())
            summary_in = MapCompose(lambda v: v)

        il = ChildChildItemLoader()
        il.add_value('url', 'http://scrapy.org')
        self.assertEqual(il.get_output_value('url'), ['HTTP://SCRAPY.ORG'])
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['Marta'])

    def test_empty_map_compose(self):
        class IdentityDefaultedItemLoader(DefaultedItemLoader):
            name_in = MapCompose()

        il = IdentityDefaultedItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['marta'])

    def test_identity_input_processor(self):
        class IdentityDefaultedItemLoader(DefaultedItemLoader):
            name_in = Identity()

        il = IdentityDefaultedItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['marta'])

    def test_extend_custom_input_processors(self):
        class ChildItemLoader(CustomItemLoader):
            name_in = MapCompose(CustomItemLoader.name_in, str.swapcase)

        il = ChildItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['mARTA'])

    def test_extend_default_input_processors(self):
        class ChildDefaultedItemLoader(DefaultedItemLoader):
            name_in = MapCompose(DefaultedItemLoader.default_input_processor, str.swapcase)

        il = ChildDefaultedItemLoader()
        il.add_value('name', 'marta')
        self.assertEqual(il.get_output_value('name'), ['MART'])

    def test_output_processor_using_function(self):
        il = CustomItemLoader()
        il.add_value('name', ['mar', 'ta'])
        self.assertEqual(il.get_output_value('name'), ['Mar', 'Ta'])

        class TakeFirstItemLoader(CustomItemLoader):
            name_out = u" ".join

        il = TakeFirstItemLoader()
        il.add_value('name', ['mar', 'ta'])
        self.assertEqual(il.get_output_value('name'), 'Mar Ta')

    def test_output_processor_error(self):
        class CustomItemLoader(ItemLoader):
            name_out = MapCompose(float)

        il = CustomItemLoader()
        il.add_value('name', ['$10'])
        try:
            float('$10')
        except Exception as e:
            expected_exc_str = str(e)

        exc = None
        try:
            il.load_item()
        except Exception as e:
            exc = e
        assert isinstance(exc, ValueError)
        s = str(exc)
        assert 'name' in s, s
        assert '$10' in s, s
        assert 'ValueError' in s, s
        assert expected_exc_str in s, s

    def test_output_processor_using_classes(self):
        il = CustomItemLoader()
        il.add_value('name', ['mar', 'ta'])
        self.assertEqual(il.get_output_value('name'), ['Mar', 'Ta'])

        class TakeFirstItemLoader(CustomItemLoader):
            name_out = Join()

        il = TakeFirstItemLoader()
        il.add_value('name', ['mar', 'ta'])
        self.assertEqual(il.get_output_value('name'), 'Mar Ta')

        class TakeFirstItemLoader(CustomItemLoader):
            name_out = Join("<br>")

        il = TakeFirstItemLoader()
        il.add_value('name', ['mar', 'ta'])
        self.assertEqual(il.get_output_value('name'), 'Mar<br>Ta')

    def test_default_output_processor(self):
        il = CustomItemLoader()
        il.add_value('name', ['mar', 'ta'])
        self.assertEqual(il.get_output_value('name'), ['Mar', 'Ta'])

        class LalaItemLoader(CustomItemLoader):
            default_output_processor = Identity()

        il = LalaItemLoader()
        il.add_value('name', ['mar', 'ta'])
        self.assertEqual(il.get_output_value('name'), ['Mar', 'Ta'])

    def test_loader_context_on_declaration(self):
        class ChildItemLoader(CustomItemLoader):
            url_in = MapCompose(processor_with_args, key='val')

        il = ChildItemLoader()
        il.add_value('url', 'text')
        self.assertEqual(il.get_output_value('url'), ['val'])
        il.replace_value('url', 'text2')
        self.assertEqual(il.get_output_value('url'), ['val'])

    def test_loader_context_on_instantiation(self):
        class ChildItemLoader(CustomItemLoader):
            url_in = MapCompose(processor_with_args)

        il = ChildItemLoader(key='val')
        il.add_value('url', 'text')
        self.assertEqual(il.get_output_value('url'), ['val'])
        il.replace_value('url', 'text2')
        self.assertEqual(il.get_output_value('url'), ['val'])

    def test_loader_context_on_assign(self):
        class ChildItemLoader(CustomItemLoader):
            url_in = MapCompose(processor_with_args)

        il = ChildItemLoader()
        il.context['key'] = 'val'
        il.add_value('url', 'text')
        self.assertEqual(il.get_output_value('url'), ['val'])
        il.replace_value('url', 'text2')
        self.assertEqual(il.get_output_value('url'), ['val'])

    def test_item_passed_to_input_processor_functions(self):
        def processor(value, loader_context):
            return loader_context['item']['name']

        class ChildItemLoader(CustomItemLoader):
            url_in = MapCompose(processor)

        it = dict(name='marta')
        il = ChildItemLoader(item=it)
        il.add_value('url', 'text')
        self.assertEqual(il.get_output_value('url'), ['marta'])
        il.replace_value('url', 'text2')
        self.assertEqual(il.get_output_value('url'), ['marta'])

    # def test_add_value_on_unknown_field(self):
    #     il = CustomItemLoader()
    #     self.assertRaises(KeyError, il.add_value, 'wrong_field', ['lala', 'lolo'])

    def test_compose_processor(self):
        class CustomItemLoader(ItemLoader):
            name_out = Compose(lambda v: v[0], lambda v: v.title(), lambda v: v[:-1])

        il = CustomItemLoader()
        il.add_value('name', ['marta', 'other'])
        self.assertEqual(il.get_output_value('name'), 'Mart')
        item = il.load_item()
        self.assertEqual(item['name'], 'Mart')

    def test_partial_processor(self):
        def join(values, sep=None, loader_context=None, ignored=None):
            if sep is not None:
                return sep.join(values)
            elif loader_context and 'sep' in loader_context:
                return loader_context['sep'].join(values)
            else:
                return ''.join(values)

        class CustomItemLoader(ItemLoader):
            name_out = Compose(partial(join, sep='+'))
            url_out = Compose(partial(join, loader_context={'sep': '.'}))
            summary_out = Compose(partial(join, ignored='foo'))

        il = CustomItemLoader()
        il.add_value('name', ['rabbit', 'hole'])
        il.add_value('url', ['rabbit', 'hole'])
        il.add_value('summary', ['rabbit', 'hole'])
        item = il.load_item()
        self.assertEqual(item['name'], 'rabbit+hole')
        self.assertEqual(item['url'], 'rabbit.hole')
        self.assertEqual(item['summary'], 'rabbithole')

    def test_error_input_processor(self):
        class CustomItemLoader(ItemLoader):
            name_in = MapCompose(float)

        il = CustomItemLoader()
        self.assertRaises(ValueError, il.add_value, 'name',
                          ['marta', 'other'])

    def test_error_output_processor(self):
        class CustomItemLoader(ItemLoader):
            name_out = Compose(Join(), float)

        il = CustomItemLoader()
        il.add_value('name', 'marta')
        with self.assertRaises(ValueError):
            il.load_item()

    def test_error_processor_as_argument(self):
        il = CustomItemLoader()
        self.assertRaises(ValueError, il.add_value, 'name',
                          ['marta', 'other'], Compose(float))

    def test_get_unset_value(self):
        loader = ItemLoader()
        self.assertEqual(loader.load_item(), {})
        self.assertEqual(loader.get_output_value('foo'), [])
        self.assertEqual(loader.load_item(), {})


class BaseNoInputReprocessingLoader(ItemLoader):
    title_in = MapCompose(str.upper)
    title_out = TakeFirst()


class NoInputReprocessingDictLoader(BaseNoInputReprocessingLoader):
    default_item_class = dict


class NoInputReprocessingFromDictTest(unittest.TestCase):
    """
    Loaders initialized from loaded items must not reprocess fields (dict instances)
    """
    def test_avoid_reprocessing_with_initial_values_single(self):
        il = NoInputReprocessingDictLoader(item=dict(title='foo'))
        il_loaded = il.load_item()
        self.assertEqual(il_loaded, dict(title='foo'))
        self.assertEqual(NoInputReprocessingDictLoader(item=il_loaded).load_item(), dict(title='foo'))

    def test_avoid_reprocessing_with_initial_values_list(self):
        il = NoInputReprocessingDictLoader(item=dict(title=['foo', 'bar']))
        il_loaded = il.load_item()
        self.assertEqual(il_loaded, dict(title='foo'))
        self.assertEqual(NoInputReprocessingDictLoader(item=il_loaded).load_item(), dict(title='foo'))

    def test_avoid_reprocessing_without_initial_values_single(self):
        il = NoInputReprocessingDictLoader()
        il.add_value('title', 'foo')
        il_loaded = il.load_item()
        self.assertEqual(il_loaded, dict(title='FOO'))
        self.assertEqual(NoInputReprocessingDictLoader(item=il_loaded).load_item(), dict(title='FOO'))

    def test_avoid_reprocessing_without_initial_values_list(self):
        il = NoInputReprocessingDictLoader()
        il.add_value('title', ['foo', 'bar'])
        il_loaded = il.load_item()
        self.assertEqual(il_loaded, dict(title='FOO'))
        self.assertEqual(NoInputReprocessingDictLoader(item=il_loaded).load_item(), dict(title='FOO'))